Connect people, processes, and systems with AI-powered products for every workflow.
View all productsDeploy autonomous AI agents that work for you 24/7.
Power self-service, boost productivity, and resolve issues faster.
Governance, management, and performance for AI across your entire company.
Train your agents on documents, FAQs, and websites.
Seamless handover to human agents when it matters.
Get insight into conversations, conversions, and satisfaction.
Connect WhatsApp, web widget, CRM, and your existing tools.
One agent, every channel: web, WhatsApp, email, and API.
GDPR-compliant, EU-hosted, with row-level security for your data.
Skills define what your agent can do — from booking to lead capture.
Discover solutions built to tackle the complex business challenges specific to your industry.
Learn moreBoost conversions with AI agents that advise and sell around the clock.
Automate customer requests securely and GDPR-compliant.
Speed up claims and advisory with intelligent agents.
Free up your team with automated scheduling and patient inquiries.
Bookings, travel info, and support in any language — without wait times.
Handle technical support and B2B requests reliably with AI agents.
Real-time shipment tracking and customer requests, automated.
Answer pricing and contract questions efficiently across all channels.
Qualify leads and answer property inquiries any time.
Take pressure off support with AI agents for plans and contracts.
Answer student and applicant inquiries with intelligent agents.
Handle citizen inquiries efficiently and securely with GDPR-compliant AI agents.
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Jetzt lesenBenchmarks, Auswahlkriterien und Best Practices auf 28 Seiten – kostenlos zum Download.
Jetzt lesenRoadmap, release notes, architecture whitepapers, benchmark studies against hyperscalers and a full glossary of the AI terms that matter – dated, versioned and free of marketing varnish. So you can evaluate Agenivo before you commit.
We keep every section actively maintained instead of publishing once and walking away. These numbers show how much sits in the register – and how regularly we touch it.
Knowledge sections
Roadmap to compliance FAQ
Glossary terms
A–Z, each with a source
Whitepapers & decks
Architecture · compliance · TCO
Release notes
Dated & versioned since 2024
Entries we revised or newly added per calendar week.
Editorial rhythm
Every 14 days
Current week
+8
As of May 15, 2026. Values are carried forward from our knowledge board with every editorial cycle.
What is being built sits here in plain sight. Every item carries its real status – not "soon", but quarters that actually appear in engineering planning.
Now · Q2 2026
In active development
Full hot standby in Munich with DNS failover under 30 seconds. Quarterly failover drill with customer participation.
Rule-based reasoning combined with LLM inference. Reduces hallucinations in regulated domains by 64%.
Immutable, audit-grade logs per BSI C5 – exportable as JSON or S3 object lock.
Next · Q3 2026
Spec finalised
BYOK encryption for the knowledge base and embeddings. Keys remain in the customer HSM.
Visual definition of multi-step agent workflows. Triggers, tools and escalation paths by drag-and-drop.
Full platform distribution on IONOS Sovereign Cloud – alternative to T-Systems, BSI C5 attested.
Automatic risk classification of each agent per Annex III. Model cards and disclosure duties built in.
Later · Q4 2026
Strategic outlook
Explainability trace per answer: which knowledge source, which token span, which confidence score.
Native telephony integration with ASR/TTS in German and Swiss German. End-to-end latency < 800 ms.
OCR, diagram understanding and image classification in the knowledge base – without external US models.
Full platform distribution for your own Kubernetes incl. update rollout via VPN and air-gap mode.
The roadmap reflects current planning. Order may shift – we communicate changes 30 days ahead via release note.
Versioned changes, dated and split per component. Filter by the product area that touches your architecture.
v2026.5.1
May 12, 2026
Immutable audit logs per BSI C5 are now live for all Stratus and Sovereign tier customers. 365 days standard retention, extensible to 10 years.
Object Lock export
Logs exportable to S3-compatible object stores with hardware lock mode.
PII pseudonymisation
Automatic PII masking in the audit trail before persistence – configurable per tenant.
Hash chain verification
Tamper detection via SHA-256 hash chain with daily anchoring in an independent TSA.
v2026.4.3
April 28, 2026
The load-prediction ML model now detects campaign days 7 days in advance and keeps warm pools ready. Cuts tail-latency spikes by 73%.
Cron-aware pre-scale
Calendar integration: marketing campaigns, shipping cut-offs and Black Friday as pre-scale triggers.
Cold start: 0 s
Warm pool replicas keep container image and model weights in RAM. First request < 80 ms.
HPA race condition
Fixed: rare race between HPA and VPA during simultaneous scale event (#2841).
v2026.4.1
April 14, 2026
First beta of the symbol reasoning engine. Rule-based inference alongside LLM inference, with a confidence score per answer.
Rule DSL
Domain-specific language for deterministic business rules – validatable in the IDE plugin.
Confidence routing
Answers below a configurable confidence threshold are automatically escalated to human reviewers.
−64% hallucinations
On a domain-specific eval set (insurance, legal, medical) error rate dropped vs. pure LLM setup.
v2026.3.2
March 20, 2026
Embeddings are now computed with an EU-hosted model. No transmission to US providers, not even for indexing.
EU embedding service
Own embedding inference on the Frankfurt cluster. Model updated yearly, version pinning possible.
Multi-lingual DE+EN
Cross-lingual retrieval: a German query finds an English document without translation.
Vector store encryption
Embeddings are encrypted per tenant before persistence – only authorised agents can decrypt.
v2026.3.1
March 7, 2026
Agents now escalate not "to the queue" but to the human whose skill profile matches the request.
Skill index
Employee profiles with languages, expertise, shifts. Matching by embedding similarity, not tags.
−41% escalation bounce
Fewer re-escalations because the first human handover already fits.
v2026.2.4
February 18, 2026
Every agent going to production is now automatically issued a model card per EU AI Act – risk class, training data origin, confidence metrics.
Auto-generated model cards
Model cards refreshed on every deploy. Version history in the audit trail.
Risk class wizard
Interactive questionnaire walks through Annex III classification. Output: signed PDF for regulators.
Deep technical and regulatory whitepapers – the same documents that sit on the table in architecture reviews with our pilot customers.
All whitepapers are free and delivered without lead tracking. Confidential documents (full pentest, SOC 2) follow a two-step NDA process.
Four reproducible comparison studies against hyperscaler offerings and in-house builds. You can rerun the workloads yourself – we ship the eval code.
Agenivo
Time-to-first-production
EU data residency guaranteed
Hallucination rate (regulated domain)
Audit trail per BSI C5
Exit guarantee
Inference latency (P95)
3-year TCO (mid-size tenant)
Innovation cadence
Methodology
All benchmarks: identical hardware classes, identical eval dataset, three independent runs. Cost incl. personnel effort for setup and operations (full cost, not just cloud bill). Sources versioned in Git, eval notebook bundled with each report.
Study 02/2026
Initial classification of 5,000 claim notifications, document attachments, escalation routing.
Hybrid reasoning (symbol + LLM) reaches higher accuracy in regulated domains than pure LLM, at lower inference cost thanks to the symbol pre-filter.
Study 11/2025
Spike from 120 to 14,800 req/min within 18 minutes, 24-hour sustain plateau.
Predictive pre-scaling cuts tail-latency spikes vs. purely reactive auto-scaling. Idle cost drops because no safety capacity is left running.
Study 09/2025
420 anti-money-laundering queries with source citations and confidence annotations.
Sovereign retrieval with EU embeddings and confidence routing delivers higher faithfulness. Sources are cited, not hallucinated.
Study 06/2025
12,000 service tickets, multi-lingual (de, en, it), technical diagrams as input.
Cross-lingual retrieval unlocks knowledge across language borders without a translation pipeline. TCO drops because translation tooling can be retired.
Over 120 terms around AI agents, RAG, compliance and cloud infrastructure – compact explanations with pointers to deeper sources.
AI system that understands requests, takes actions (tools, skills) and escalates to humans. At Agenivo: configurable per use case and channel-agnostic.
Regulates data processing by a service provider on behalf of the controller. Agenivo signs a full DPA per Art. 28 GDPR with every customer.
Cloud Computing Compliance Controls Catalogue from the German BSI. Standard for secure cloud usage in Germany.
Encryption model where the customer keeps the master keys in their own HSM. The provider cannot decrypt data.
Clarifying Lawful Overseas Use of Data Act. Allows US authorities access to data processed by US companies – even when servers sit outside the US.
Time a container or pod needs after start to answer the first request. Eliminated at Agenivo Strato via warm pool (< 80 ms).
Numeric value (0–1) for a model's certainty about its answer. At Agenivo Logica: configurable threshold for human escalation.
Numeric vector that captures the semantic meaning of a text. Basis for retrieval, similarity search and RAG.
Regulation (EU) 2024/1689. Risk-based regulatory framework for AI systems in the EU. High-risk systems (Annex III) face strict duties.
Mechanism by which an AI agent passes a conversation to a human – on uncertainty, regulatory obligation or customer request.
Switch to a standby region or instance on failure. At Agenivo Strato: multi-region failover in under 30 seconds.
Measures how strictly a generated answer sticks to retrieved sources. Low faithfulness = hallucination.
Training a base model further on domain-specific data. Agenivo prefers RAG over fine-tuning – faster, cheaper, more reversible.
Regulation (EU) 2016/679. Governs protection of personal data in the EU. Agenivo meets it architecturally via privacy-by-default and data minimisation.
LLM output that sounds plausible but is factually wrong. Reduced by RAG, hybrid reasoning and confidence routing.
Hardware-based key module for cryptographic operations. Keys never leave the module. Prerequisite for BYOK.
Combination of a rule-based symbol engine and LLM inference. At Agenivo Logica: reduces hallucinations in regulated domains by 64%.
A model's prediction on an input. For LLMs: token-by-token generation. Latency and cost are measured in tokens.
International standard for information security management systems (ISMS). Agenivo certified since 2024.
Large language model. Statistical model that understands and generates language. Agenivo supports OpenAI, Anthropic, Mistral, Google, xAI and EU providers.
A single platform instance serves multiple tenants (customers, business units) with full data isolation. At Agenivo: row-level security and tenant-specific encryption.
Documentation of a model: training data origin, risk class, accuracy metrics, known limitations. Mandatory under EU AI Act for high-risk systems.
Technique where an LLM retrieves relevant documents from a knowledge base before answering. Cuts hallucinations, enables source citations.
Database mechanism that filters access to table rows per tenant. Prerequisite for safe multi-tenancy.
Maximum tolerated data loss in time. At Agenivo Strato: < 5 minutes, usually 0 seconds (synchronous replication).
Maximum tolerated recovery time after an outage. At Agenivo Strato: < 30 seconds multi-region failover.
Defines what an agent can do: booking, lead capture, knowledge lookup, escalation. At Agenivo, configurable per agent.
Cloud offering hardened against CLOUD Act access and operating under EU law. Examples: T-Systems Sovereign Cloud, IONOS, OVHcloud.
Industry standard for information security in the automotive sector. Prerequisite for supplier relationships with OEMs.
Sub-word unit in which LLMs process text and inference cost is billed. A German text ≈ 1.3 tokens per word.
Independent authority that issues cryptographic timestamps. At Agenivo Custos: daily anchoring of the audit hash chain in an independent TSA.
Specialised database for high-dimensional vectors with similarity search. Basis for RAG. At Agenivo: pgvector with tenant-specific encryption.
Containers waiting in RAM with the model loaded. Eliminates cold starts. At Agenivo Strato: predictive pre-scaling fills the warm pool.
Storage mode where data cannot be modified after writing. Prerequisite for audit-grade logs.
Solely in the EU – primarily Frankfurt (Deutsche Telekom, BSI C5) and Amsterdam (Equinix). On request: Germany only or sovereign cloud at T-Systems / IONOS. No processing in the US, not even for indexing or training. Embeddings are computed by an EU-hosted model.
Once a month, a curated summary: what shifted in the roadmap, which releases matter, which whitepapers are new. No marketing, no trackers, no third parties.
What you get